Merge branch 'main' into feat(embeddings/multimodal)_add_sample_multimodal_embedding_image

Author: Kef131

alloydb/notebooks/alloydb_scann_benchmark_glove.ipynb

@@ -0,0 +1,43 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#    https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# [START aiplatform_genai_multimodal_embedding_video]
+from google import genai
+from google.genai import types
+
+
+def embed_content() -> types.EmbedContentResponse:
+    client = genai.Client()
+
+    part = types.Part(
+        file_data=types.FileData(
+            file_uri="gs://cloud-samples-data/vertex-ai-vision/highway_vehicles.mp4",
+            mime_type="video/mp4",
+        ),
+        video_metadata=types.VideoMetadata(end_offset="1s"),
+    )
+
+    content = types.Content(parts=[part])
+
+    response = client.models.embed_content(
+        model="gemini-embedding-2",
+        contents=[content],
+    )
+    print(response)
+    # Example response:
+    # embeddings=[ContentEmbedding(values=[-0.0123147098, 0.0727171078, ...])]
+    return response
+
+
+# [END aiplatform_genai_multimodal_embedding_video]

genai/embeddings/multimodal_embedding_video.py

@@ -22,6 +22,7 @@
 import embeddings_docretrieval_with_txt
 import model_tuning_example
 import multimodal_embedding_image
+import multimodal_embedding_video
 
 os.environ["GOOGLE_GENAI_USE_ENTERPRISE"] = "True"
 os.environ["GOOGLE_CLOUD_LOCATION"] = "global"
@@ -47,3 +48,8 @@ def test_model_tuning_example() -> None:
 def test_multimodal_embedding_image() -> None:
     response = multimodal_embedding_image.embed_content()
     assert response
+
+    
+def test_multimodal_embedding_video() -> None:
+    response = multimodal_embedding_video.embed_content()
+    assert response

genai/embeddings/test_embeddings_examples.py

@@ -13,14 +13,8 @@
 # limitations under the License.
 
 import get_rouge_score
-import pairwise_summarization_quality
 
 
 def test_create_evaluation_task() -> None:
     response = get_rouge_score.get_rouge_score()
     assert response
-
-
-def test_pairwise_evaluation_summarization_quality() -> None:
-    response = pairwise_summarization_quality.evaluate_output()
-    assert response